Pandas Profiling Report

Dataset statistics

Number of variables	15
Number of observations	16988
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	1.9 MiB
Average record size in memory	120.0 B

Variable types

Numeric	13
Categorical	2

Alerts

`TIME` is highly correlated with `S` and 13 other fields	High correlation
`S` is highly correlated with `TIME` and 13 other fields	High correlation
`T1` is highly correlated with `TIME` and 13 other fields	High correlation
`T3` is highly correlated with `TIME` and 12 other fields	High correlation
`T4` is highly correlated with `TIME` and 13 other fields	High correlation
`T5` is highly correlated with `TIME` and 13 other fields	High correlation
`T6` is highly correlated with `TIME` and 13 other fields	High correlation
`T7` is highly correlated with `TIME` and 13 other fields	High correlation
`T9` is highly correlated with `TIME` and 13 other fields	High correlation
`T10` is highly correlated with `TIME` and 12 other fields	High correlation
`T11` is highly correlated with `TIME` and 13 other fields	High correlation
`T12` is highly correlated with `TIME` and 13 other fields	High correlation
`Z` is highly correlated with `TIME` and 13 other fields	High correlation
`T2` is highly correlated with `TIME` and 13 other fields	High correlation
`T8` is highly correlated with `TIME` and 13 other fields	High correlation
`TIME` is uniformly distributed	Uniform
`TIME` has unique values	Unique
`S` has 7630 (44.9%) zeros	Zeros
`Z` has 322 (1.9%) zeros	Zeros

Reproduction

Analysis started	2022-11-11 03:28:08.825859
Analysis finished	2022-11-11 03:28:18.557753
Duration	9.73 seconds
Software version	pandas-profiling v3.4.0
Download configuration	config.json

TIME
Real number (ℝ_≥0)

HIGH CORRELATION
UNIFORM
UNIQUE

Distinct	16988
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	707.875

Minimum	0.08333333333
Maximum	1415.666667
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	132.8 KiB

Quantile statistics

Minimum	0.08333333333
5-th percentile	70.8625
Q1	353.9791667
median	707.875
Q3	1061.770833
95-th percentile	1344.8875
Maximum	1415.666667
Range	1415.583333
Interquartile range (IQR)	707.7916667

Descriptive statistics

Standard deviation	408.6797935
Coefficient of variation (CV)	0.5773332771
Kurtosis	-1.2
Mean	707.875
Median Absolute Deviation (MAD)	353.9166667
Skewness	8.160123072 × 10^-16
Sum	12025380.5
Variance	167019.1736
Monotonicity	Strictly increasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.08333333333	1	< 0.1%
944.3333333	1	< 0.1%
943.1666667	1	< 0.1%
943.25	1	< 0.1%
943.3333333	1	< 0.1%
943.4166667	1	< 0.1%
943.5	1	< 0.1%
943.5833333	1	< 0.1%
943.6666667	1	< 0.1%
943.75	1	< 0.1%
Other values (16978)	16978	99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.08333333333	1	< 0.1%
0.1666666667	1	< 0.1%
0.25	1	< 0.1%
0.3333333333	1	< 0.1%
0.4166666667	1	< 0.1%
0.5	1	< 0.1%
0.5833333333	1	< 0.1%
0.6666666667	1	< 0.1%
0.75	1	< 0.1%
0.8333333333	1	< 0.1%

Value	Count	Frequency (%)
1415.666667	1	< 0.1%
1415.583333	1	< 0.1%
1415.5	1	< 0.1%
1415.416667	1	< 0.1%
1415.333333	1	< 0.1%
1415.25	1	< 0.1%
1415.166667	1	< 0.1%
1415.083333	1	< 0.1%
1415	1	< 0.1%
1414.916667	1	< 0.1%

S
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct	32
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	6268.098893

Minimum	0
Maximum	20001
Zeros	7630
Zeros (%)	44.9%
Negative	0
Negative (%)	0.0%
Memory size	132.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	3999
Q3	13999
95-th percentile	18000
Maximum	20001
Range	20001
Interquartile range (IQR)	13999

Descriptive statistics

Standard deviation	6911.825929
Coefficient of variation (CV)	1.102698928
Kurtosis	-1.189222485
Mean	6268.098893
Median Absolute Deviation (MAD)	3999
Skewness	0.5794611252
Sum	106482464
Variance	47773337.67
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=32)

Value	Count	Frequency (%)
0	7630	44.9%
15999	1437	8.5%
14000	1247	7.3%
8000	1113	6.6%
12001	719	4.2%
6000	719	4.2%
9998	718	4.2%
18000	707	4.2%
3999	678	4.0%
20001	564	3.3%
Other values (22)	1456	8.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	7630	44.9%
22	1	< 0.1%
158	1	< 0.1%
1436	1	< 0.1%
1998	164	1.0%
2000	555	3.3%
2252	1	< 0.1%
3999	678	4.0%
4001	41	0.2%
4900	1	< 0.1%

Value	Count	Frequency (%)
20001	564	3.3%
19999	154	0.9%
19992	1	< 0.1%
18000	707	4.2%
17998	12	0.1%
15999	1437	8.5%
15993	1	< 0.1%
15435	1	< 0.1%
14000	1247	7.3%
13999	190	1.1%

T1
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	51
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	25.36561396

Minimum	24.7
Maximum	27.2
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	132.8 KiB

Quantile statistics

Minimum	24.7
5-th percentile	24.7
Q1	24.8
median	25
Q3	25.8
95-th percentile	26.8
Maximum	27.2
Range	2.5
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	0.6905189655
Coefficient of variation (CV)	0.02722263954
Kurtosis	0.06398873624
Mean	25.36561396
Median Absolute Deviation (MAD)	0.3
Skewness	1.066192426
Sum	430911.05
Variance	0.4768164418
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
24.8	3566	21.0%
24.9	2310	13.6%
24.7	1605	9.4%
25	1114	6.6%
25.1	952	5.6%
25.5	883	5.2%
26.4	793	4.7%
26.1	752	4.4%
25.8	560	3.3%
27.2	533	3.1%
Other values (41)	3920	23.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
24.7	1605	9.4%
24.75	1	< 0.1%
24.8	3566	21.0%
24.85	20	0.1%
24.9	2310	13.6%
24.95	24	0.1%
25	1114	6.6%
25.05	22	0.1%
25.1	952	5.6%
25.15	20	0.1%

Value	Count	Frequency (%)
27.2	533	3.1%
27.15	2	< 0.1%
27.1	79	0.5%
27.05	2	< 0.1%
27	22	0.1%
26.95	1	< 0.1%
26.9	26	0.2%
26.85	1	< 0.1%
26.8	249	1.5%
26.75	4	< 0.1%

T2
Categorical

HIGH CORRELATION

Distinct	5
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	132.8 KiB

24.8	7118
24.7	5043
24.9	3429
24.6	751
24.5	647

Length

Max length	4
Median length	4
Mean length	4
Min length	4

Characters and Unicode

Total characters	67952
Distinct characters	8
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	24.9
2nd row	24.9
3rd row	24.9
4th row	24.9
5th row	24.9

Common Values

Value	Count	Frequency (%)
24.8	7118	41.9%
24.7	5043	29.7%
24.9	3429	20.2%
24.6	751	4.4%
24.5	647	3.8%

Length

Histogram of lengths of the category

Category Frequency Plot

Value	Count	Frequency (%)
24.8	7118	41.9%
24.7	5043	29.7%
24.9	3429	20.2%
24.6	751	4.4%
24.5	647	3.8%

Most occurring characters

Value	Count	Frequency (%)
2	16988	25.0%
4	16988	25.0%
.	16988	25.0%
8	7118	10.5%
7	5043	7.4%
9	3429	5.0%
6	751	1.1%
5	647	1.0%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	50964	75.0%
Other Punctuation	16988	25.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
2	16988	33.3%
4	16988	33.3%
8	7118	14.0%
7	5043	9.9%
9	3429	6.7%
6	751	1.5%
5	647	1.3%

Other Punctuation

Value	Count	Frequency (%)
.	16988	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	67952	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
2	16988	25.0%
4	16988	25.0%
.	16988	25.0%
8	7118	10.5%
7	5043	7.4%
9	3429	5.0%
6	751	1.1%
5	647	1.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	67952	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
2	16988	25.0%
4	16988	25.0%
.	16988	25.0%
8	7118	10.5%
7	5043	7.4%
9	3429	5.0%
6	751	1.1%
5	647	1.0%

T3
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	6
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	24.7371733

Minimum	24.4
Maximum	24.9
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	132.8 KiB

Quantile statistics

Minimum	24.4
5-th percentile	24.5
Q1	24.7
median	24.8
Q3	24.8
95-th percentile	24.8
Maximum	24.9
Range	0.5
Interquartile range (IQR)	0.1

Descriptive statistics

Standard deviation	0.1098855112
Coefficient of variation (CV)	0.004442120764
Kurtosis	1.930323989
Mean	24.7371733
Median Absolute Deviation (MAD)	0
Skewness	-1.509640864
Sum	420235.1
Variance	0.01207482556
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=6)

Value	Count	Frequency (%)
24.8	9808	57.7%
24.7	3720	21.9%
24.6	1413	8.3%
24.4	690	4.1%
24.5	681	4.0%
24.9	676	4.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
24.4	690	4.1%
24.5	681	4.0%
24.6	1413	8.3%
24.7	3720	21.9%
24.8	9808	57.7%
24.9	676	4.0%

Value	Count	Frequency (%)
24.9	676	4.0%
24.8	9808	57.7%
24.7	3720	21.9%
24.6	1413	8.3%
24.5	681	4.0%
24.4	690	4.1%

T4
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	9
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	25.08837415

Minimum	24.8
Maximum	25.6
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	132.8 KiB

Quantile statistics

Minimum	24.8
5-th percentile	24.9
Q1	25
median	25
Q3	25.2
95-th percentile	25.4
Maximum	25.6
Range	0.8
Interquartile range (IQR)	0.2

Descriptive statistics

Standard deviation	0.1697001282
Coefficient of variation (CV)	0.006764094285
Kurtosis	-0.04614805649
Mean	25.08837415
Median Absolute Deviation (MAD)	0.1
Skewness	0.6553172159
Sum	426201.3
Variance	0.02879813351
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=9)

Value	Count	Frequency (%)
25	6248	36.8%
25.2	2782	16.4%
24.9	2212	13.0%
25.1	1863	11.0%
25.3	1725	10.2%
25.4	889	5.2%
24.8	778	4.6%
25.5	323	1.9%
25.6	168	1.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
24.8	778	4.6%
24.9	2212	13.0%
25	6248	36.8%
25.1	1863	11.0%
25.2	2782	16.4%
25.3	1725	10.2%
25.4	889	5.2%
25.5	323	1.9%
25.6	168	1.0%

Value	Count	Frequency (%)
25.6	168	1.0%
25.5	323	1.9%
25.4	889	5.2%
25.3	1725	10.2%
25.2	2782	16.4%
25.1	1863	11.0%
25	6248	36.8%
24.9	2212	13.0%
24.8	778	4.6%

T5
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	7
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	25.22229221

Minimum	24.9
Maximum	25.5
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	132.8 KiB

Quantile statistics

Minimum	24.9
5-th percentile	24.9
Q1	25
median	25.3
Q3	25.4
95-th percentile	25.4
Maximum	25.5
Range	0.6
Interquartile range (IQR)	0.4

Descriptive statistics

Standard deviation	0.1953826123
Coefficient of variation (CV)	0.00774642569
Kurtosis	-1.242591908
Mean	25.22229221
Median Absolute Deviation (MAD)	0.1
Skewness	-0.4440682188
Sum	428476.3
Variance	0.03817436519
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=7)

Value	Count	Frequency (%)
25.4	6276	36.9%
24.9	2566	15.1%
25.2	2493	14.7%
25	1872	11.0%
25.3	1673	9.8%
25.1	1330	7.8%
25.5	778	4.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
24.9	2566	15.1%
25	1872	11.0%
25.1	1330	7.8%
25.2	2493	14.7%
25.3	1673	9.8%
25.4	6276	36.9%
25.5	778	4.6%

Value	Count	Frequency (%)
25.5	778	4.6%
25.4	6276	36.9%
25.3	1673	9.8%
25.2	2493	14.7%
25.1	1330	7.8%
25	1872	11.0%
24.9	2566	15.1%

T6
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	10
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	25.17607723

Minimum	24.9
Maximum	25.8
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	132.8 KiB

Quantile statistics

Minimum	24.9
5-th percentile	24.9
Q1	25
median	25.2
Q3	25.3
95-th percentile	25.7
Maximum	25.8
Range	0.9
Interquartile range (IQR)	0.3

Descriptive statistics

Standard deviation	0.2416313187
Coefficient of variation (CV)	0.009597655602
Kurtosis	0.2515666331
Mean	25.17607723
Median Absolute Deviation (MAD)	0.2
Skewness	0.9228241772
Sum	427691.2
Variance	0.05838569416
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
25.2	4747	27.9%
24.9	3691	21.7%
25	2282	13.4%
25.1	1803	10.6%
25.3	1667	9.8%
25.7	1384	8.1%
25.4	624	3.7%
25.8	322	1.9%
25.5	263	1.5%
25.6	205	1.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
24.9	3691	21.7%
25	2282	13.4%
25.1	1803	10.6%
25.2	4747	27.9%
25.3	1667	9.8%
25.4	624	3.7%
25.5	263	1.5%
25.6	205	1.2%
25.7	1384	8.1%
25.8	322	1.9%

Value	Count	Frequency (%)
25.8	322	1.9%
25.7	1384	8.1%
25.6	205	1.2%
25.5	263	1.5%
25.4	624	3.7%
25.3	1667	9.8%
25.2	4747	27.9%
25.1	1803	10.6%
25	2282	13.4%
24.9	3691	21.7%

T7
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	6
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	24.69091712

Minimum	24.3
Maximum	24.8
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	132.8 KiB

Quantile statistics

Minimum	24.3
5-th percentile	24.4
Q1	24.6
median	24.7
Q3	24.8
95-th percentile	24.8
Maximum	24.8
Range	0.5
Interquartile range (IQR)	0.2

Descriptive statistics

Standard deviation	0.1356699702
Coefficient of variation (CV)	0.00549473191
Kurtosis	0.8808907914
Mean	24.69091712
Median Absolute Deviation (MAD)	0.1
Skewness	-1.276973173
Sum	419449.3
Variance	0.01840634081
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=6)

Value	Count	Frequency (%)
24.8	7899	46.5%
24.7	4146	24.4%
24.6	2353	13.9%
24.5	1306	7.7%
24.4	659	3.9%
24.3	625	3.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
24.3	625	3.7%
24.4	659	3.9%
24.5	1306	7.7%
24.6	2353	13.9%
24.7	4146	24.4%
24.8	7899	46.5%

Value	Count	Frequency (%)
24.8	7899	46.5%
24.7	4146	24.4%
24.6	2353	13.9%
24.5	1306	7.7%
24.4	659	3.9%
24.3	625	3.7%

T8
Categorical

HIGH CORRELATION

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	132.8 KiB

24.8	11730
24.7	3451
24.9	1807

Length

Max length	4
Median length	4
Mean length	4
Min length	4

Characters and Unicode

Total characters	67952
Distinct characters	6
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	24.8
2nd row	24.8
3rd row	24.8
4th row	24.8
5th row	24.8

Common Values

Value	Count	Frequency (%)
24.8	11730	69.0%
24.7	3451	20.3%
24.9	1807	10.6%

Length

Histogram of lengths of the category

Category Frequency Plot

Value	Count	Frequency (%)
24.8	11730	69.0%
24.7	3451	20.3%
24.9	1807	10.6%

Most occurring characters

Value	Count	Frequency (%)
2	16988	25.0%
4	16988	25.0%
.	16988	25.0%
8	11730	17.3%
7	3451	5.1%
9	1807	2.7%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	50964	75.0%
Other Punctuation	16988	25.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
2	16988	33.3%
4	16988	33.3%
8	11730	23.0%
7	3451	6.8%
9	1807	3.5%

Other Punctuation

Value	Count	Frequency (%)
.	16988	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	67952	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
2	16988	25.0%
4	16988	25.0%
.	16988	25.0%
8	11730	17.3%
7	3451	5.1%
9	1807	2.7%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	67952	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
2	16988	25.0%
4	16988	25.0%
.	16988	25.0%
8	11730	17.3%
7	3451	5.1%
9	1807	2.7%

T9
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	89
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	27.73510419

Minimum	25
Maximum	29.4
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	132.8 KiB

Quantile statistics

Minimum	25
5-th percentile	25.7
Q1	27.3
median	27.9
Q3	28.5
95-th percentile	29
Maximum	29.4
Range	4.4
Interquartile range (IQR)	1.2

Descriptive statistics

Standard deviation	0.9607090402
Coefficient of variation (CV)	0.03463873918
Kurtosis	0.05215791794
Mean	27.73510419
Median Absolute Deviation (MAD)	0.6
Skewness	-0.8453892349
Sum	471163.95
Variance	0.92296186
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
27.7	1044	6.1%
28.6	880	5.2%
28.5	856	5.0%
28.3	848	5.0%
28.2	795	4.7%
28.4	735	4.3%
27.9	719	4.2%
27.5	716	4.2%
27.4	712	4.2%
27.2	706	4.2%
Other values (79)	8977	52.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
25	24	0.1%
25.05	2	< 0.1%
25.1	58	0.3%
25.15	2	< 0.1%
25.2	31	0.2%
25.25	2	< 0.1%
25.3	53	0.3%
25.35	4	< 0.1%
25.4	125	0.7%
25.45	4	< 0.1%

Value	Count	Frequency (%)
29.4	55	0.3%
29.35	6	< 0.1%
29.3	160	0.9%
29.25	14	0.1%
29.2	195	1.1%
29.15	10	0.1%
29.1	205	1.2%
29.05	16	0.1%
29	255	1.5%
28.95	14	0.1%

T10
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	8
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	24.97548858

Minimum	24.6
Maximum	25.3
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	132.8 KiB

Quantile statistics

Minimum	24.6
5-th percentile	24.7
Q1	24.9
median	25
Q3	25.1
95-th percentile	25.2
Maximum	25.3
Range	0.7
Interquartile range (IQR)	0.2

Descriptive statistics

Standard deviation	0.1495570361
Coefficient of variation (CV)	0.005988152569
Kurtosis	-0.7069813778
Mean	24.97548858
Median Absolute Deviation (MAD)	0.1
Skewness	-0.1508716333
Sum	424283.6
Variance	0.02236730705
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=8)

Value	Count	Frequency (%)
24.9	4506	26.5%
25.1	3451	20.3%
25	3046	17.9%
25.2	2494	14.7%
24.8	2413	14.2%
24.7	796	4.7%
24.6	247	1.5%
25.3	35	0.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
24.6	247	1.5%
24.7	796	4.7%
24.8	2413	14.2%
24.9	4506	26.5%
25	3046	17.9%
25.1	3451	20.3%
25.2	2494	14.7%
25.3	35	0.2%

Value	Count	Frequency (%)
25.3	35	0.2%
25.2	2494	14.7%
25.1	3451	20.3%
25	3046	17.9%
24.9	4506	26.5%
24.8	2413	14.2%
24.7	796	4.7%
24.6	247	1.5%

T11
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	18
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	24.98090417

Minimum	24.1
Maximum	25.8
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	132.8 KiB

Quantile statistics

Minimum	24.1
5-th percentile	24.3
Q1	24.7
median	25
Q3	25.3
95-th percentile	25.6
Maximum	25.8
Range	1.7
Interquartile range (IQR)	0.6

Descriptive statistics

Standard deviation	0.3817205283
Coefficient of variation (CV)	0.01528049288
Kurtosis	-0.6838428283
Mean	24.98090417
Median Absolute Deviation (MAD)	0.3
Skewness	-0.2066845082
Sum	424375.6
Variance	0.1457105617
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=18)

Value	Count	Frequency (%)
25.3	1866	11.0%
24.9	1792	10.5%
25	1755	10.3%
25.1	1608	9.5%
25.2	1349	7.9%
24.8	1184	7.0%
24.5	1134	6.7%
24.4	1093	6.4%
25.5	1024	6.0%
25.4	979	5.8%
Other values (8)	3204	18.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
24.1	198	1.2%
24.2	214	1.3%
24.3	444	2.6%
24.4	1093	6.4%
24.5	1134	6.7%
24.6	678	4.0%
24.7	784	4.6%
24.8	1184	7.0%
24.9	1792	10.5%
25	1755	10.3%

Value	Count	Frequency (%)
25.8	179	1.1%
25.7	196	1.2%
25.6	511	3.0%
25.5	1024	6.0%
25.4	979	5.8%
25.3	1866	11.0%
25.2	1349	7.9%
25.1	1608	9.5%
25	1755	10.3%
24.9	1792	10.5%

T12
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	17
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	24.96908406

Minimum	24
Maximum	25.6
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	132.8 KiB

Quantile statistics

Minimum	24
5-th percentile	24.3
Q1	24.8
median	25
Q3	25.2
95-th percentile	25.4
Maximum	25.6
Range	1.6
Interquartile range (IQR)	0.4

Descriptive statistics

Standard deviation	0.3399329653
Coefficient of variation (CV)	0.01361415439
Kurtosis	-0.05446894489
Mean	24.96908406
Median Absolute Deviation (MAD)	0.2
Skewness	-0.7410690888
Sum	424174.8
Variance	0.1155544209
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=17)

Value	Count	Frequency (%)
25	2341	13.8%
25.2	2328	13.7%
25.1	2293	13.5%
25.3	1980	11.7%
24.9	1887	11.1%
24.4	1111	6.5%
24.8	1099	6.5%
25.4	736	4.3%
24.6	557	3.3%
25.5	557	3.3%
Other values (7)	2099	12.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
24	33	0.2%
24.1	287	1.7%
24.2	366	2.2%
24.3	360	2.1%
24.4	1111	6.5%
24.5	392	2.3%
24.6	557	3.3%
24.7	504	3.0%
24.8	1099	6.5%
24.9	1887	11.1%

Value	Count	Frequency (%)
25.6	157	0.9%
25.5	557	3.3%
25.4	736	4.3%
25.3	1980	11.7%
25.2	2328	13.7%
25.1	2293	13.5%
25	2341	13.8%
24.9	1887	11.1%
24.8	1099	6.5%
24.7	504	3.0%

Z
Real number (ℝ)

HIGH CORRELATION
ZEROS

Distinct	124
Distinct (%)	0.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	25.21880822

Minimum	-2.438
Maximum	63.375
Zeros	322
Zeros (%)	1.9%
Negative	1076
Negative (%)	6.3%
Memory size	132.8 KiB

Quantile statistics

Minimum	-2.438
5-th percentile	-1.219
Q1	12.187
median	25.593
Q3	36.562
95-th percentile	53.625
Maximum	63.375
Range	65.813
Interquartile range (IQR)	24.375

Descriptive statistics

Standard deviation	16.2047189
Coefficient of variation (CV)	0.6425648175
Kurtosis	-0.6124670771
Mean	25.21880822
Median Absolute Deviation (MAD)	12.187
Skewness	0.1671688545
Sum	428417.114
Variance	262.5929146
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-1.219	967	5.7%
26.812	694	4.1%
25.593	639	3.8%
28.031	569	3.3%
24.375	535	3.1%
39	470	2.8%
1.218	429	2.5%
29.25	412	2.4%
23.156	409	2.4%
30.468	374	2.2%
Other values (114)	11490	67.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-2.438	15	0.1%
-1.8285	49	0.3%
-1.219	967	5.7%
-0.6095	45	0.3%
0	322	1.9%
0.609	40	0.2%
1.218	429	2.5%
1.8275	33	0.2%
2.437	134	0.8%
3.0465	33	0.2%

Value	Count	Frequency (%)
63.375	3	< 0.1%
62.7655	3	< 0.1%
62.156	220	1.3%
61.5465	104	0.6%
60.937	176	1.0%
60.3275	41	0.2%
59.718	12	0.1%
59.109	3	< 0.1%
58.5	16	0.1%
57.8905	8	< 0.1%

Auto

The auto setting is an easily interpretable pairwise column metric of the following mapping: vartype-vartype : method, categorical-categorical : Cramer's V, numerical-categorical : Cramer's V (using a discretized numerical column), numerical-numerical : Spearman's ρ. This configuration uses the best suitable for each pair of columns.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Cramér's V (φc)

Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows

	TIME	T1	T2	T3	T4	T5	T6	T7	T8	T9	T10	T11	T12
0	0.083333	24.7	24.9	24.9	25.0	25.5	25.7	24.8	24.8	27.9	25.1	25.2	25.2
1	0.166667	24.7	24.9	24.9	25.0	25.5	25.7	24.8	24.8	27.9	25.1	25.2	25.1
2	0.250000	24.7	24.9	24.9	25.0	25.5	25.7	24.8	24.8	27.9	25.1	25.2	25.1
3	0.333333	24.7	24.9	24.9	25.0	25.5	25.7	24.8	24.8	27.9	25.1	25.2	25.1
4	0.416667	24.7	24.9	24.9	25.0	25.5	25.7	24.8	24.8	27.9	25.1	25.2	25.2
5	0.500000	24.7	24.9	24.9	25.0	25.5	25.7	24.8	24.8	27.9	25.1	25.2	25.1
6	0.583333	24.7	24.9	24.9	25.0	25.5	25.7	24.8	24.8	27.9	25.1	25.2	25.1
7	0.666667	24.7	24.9	24.9	25.0	25.5	25.7	24.8	24.8	27.9	25.1	25.2	25.2
8	0.750000	24.7	24.9	24.9	25.0	25.5	25.7	24.8	24.8	27.9	25.1	25.2	25.1
9	0.833333	24.7	24.9	24.9	25.0	25.5	25.7	24.8	24.8	27.9	25.1	25.2	25.1

Last rows

	TIME	T1	T2	T3	T4	T5	T6	T7	T8	T9	T10	T11	T12	Z
16978	1414.916667	24.8	24.8	24.8	25.0	25.4	25.4	24.8	24.8	27.0	24.9	24.4	24.6	1.218
16979	1415.000000	24.8	24.8	24.8	25.0	25.4	25.4	24.8	24.8	27.0	24.8	24.4	24.6	1.218
16980	1415.083333	24.8	24.8	24.8	25.0	25.4	25.4	24.8	24.8	27.0	24.9	24.4	24.6	1.218
16981	1415.166667	24.8	24.8	24.8	25.0	25.4	25.4	24.8	24.8	27.0	24.9	24.4	24.6	1.218
16982	1415.250000	24.8	24.8	24.8	25.0	25.4	25.4	24.8	24.8	27.0	24.9	24.4	24.6	1.218
16983	1415.333333	24.8	24.8	24.8	25.0	25.4	25.4	24.8	24.8	27.0	24.9	24.4	24.6	1.218
16984	1415.416667	24.8	24.8	24.8	25.0	25.4	25.4	24.8	24.8	27.0	24.8	24.4	24.6	1.218
16985	1415.500000	24.8	24.8	24.8	25.0	25.4	25.4	24.8	24.8	27.0	24.8	24.4	24.6	1.218
16986	1415.583333	24.8	24.8	24.8	25.0	25.4	25.4	24.8	24.8	27.0	24.8	24.4	24.6	1.218
16987	1415.666667	24.8	24.8	24.8	25.0	25.4	25.4	24.8	24.8	27.0	24.8	24.4	24.6	1.218

Overview

Variables

Common Values

Length

Category Frequency Plot

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Other Punctuation

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Category Frequency Plot

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Other Punctuation

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Interactions

Correlations

Auto

Spearman's ρ

Pearson's r

Kendall's τ

Cramér's V (φc)

Phik (φk)

Missing values

Sample

First rows

Last rows